{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "8f5f6ae8-98fc-4d82-af74-d4e010c95ff4",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "import pandas as pd \n",
    "import numpy as np \n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "import xgboost as xgb \n",
    "from sklearn.metrics import mean_squared_error\n",
    "color_pal = sns.color_palette()\n",
    "plt.style.use('fivethirtyeight')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ba9c75c1-f0a4-4719-b389-b8f30ea14424",
   "metadata": {},
   "source": [
    "Outline:\n",
    "- outliers analysis\n",
    "- forecasting horizon explained\n",
    "- ts cross validations\n",
    "- lag features\n",
    "- predicting the future"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "d50ae16d-2e49-4760-b2b1-682bcdcffbce",
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_csv('/home/mikepi/Coding/Excs/time_series_rob_mulla/time_series-xgboost/PJME_hourly.csv')\n",
    "df = df.set_index('Datetime')\n",
    "df.index = pd.to_datetime(df.index)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "8f5bc38d-879a-4b75-9b65-0a022c1d6684",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>PJME_MW</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Datetime</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2002-12-31 01:00:00</th>\n",
       "      <td>26498.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2002-12-31 02:00:00</th>\n",
       "      <td>25147.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2002-12-31 03:00:00</th>\n",
       "      <td>24574.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2002-12-31 04:00:00</th>\n",
       "      <td>24393.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2002-12-31 05:00:00</th>\n",
       "      <td>24860.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                     PJME_MW\n",
       "Datetime                    \n",
       "2002-12-31 01:00:00  26498.0\n",
       "2002-12-31 02:00:00  25147.0\n",
       "2002-12-31 03:00:00  24574.0\n",
       "2002-12-31 04:00:00  24393.0\n",
       "2002-12-31 05:00:00  24860.0"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "92a29fab-e2fb-42c8-8032-6d56b5372036",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: title={'center': 'PJME Energy Use In MW'}, xlabel='Datetime'>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.plot(style='.',\n",
    "        figsize=(15,5),\n",
    "        color=color_pal[0],\n",
    "        title='PJME Energy Use In MW')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3e6fa65a-6936-432b-8060-bf3862899086",
   "metadata": {},
   "source": [
    "1. Outlier Analysis and removal"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "e6d479e5-c5d6-4885-8410-f6d6141dbfde",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: ylabel='Frequency'>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df['PJME_MW'].plot(kind='hist', bins=500)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "cb49e22f-de64-47f2-bbf4-a284fcb99f62",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='Datetime'>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.query('PJME_MW < 19000').plot(figsize=(15, 5), style='.')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "757054cb-38c1-4b06-b954-30c1b7408b3a",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "df = df.query('PJME_MW > 19000').copy()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7cea71e6-4192-48da-bf67-10c3d6a65281",
   "metadata": {},
   "source": [
    "Reviewing: Train/Test Split"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "5d712c03-f025-4718-bbb7-91b18e1af0e1",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "train = df.loc[df.index < '01-01-2015']\n",
    "test = df.loc[df.index >= '01-01-2015']\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(15, 5))\n",
    "train.plot(ax=ax, label='Trainig Set', title='Data Train/Test Split')\n",
    "test.plot(ax=ax, label='Test Set')\n",
    "ax.axvline('01-01-2015', color='black', ls='--')\n",
    "ax.legend(['Training Set', 'Test Set'])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8882dccd-5ef9-4241-bac4-9cddae91f832",
   "metadata": {},
   "source": [
    "2. Time Series cross Validation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "bdf8fc7b-692c-45b2-ac4f-fde8bce1ee45",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "from sklearn.model_selection import TimeSeriesSplit"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "866da810-42cc-43b2-9bbf-e7160c693d0c",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "tss = TimeSeriesSplit(n_splits=5, test_size=24*365*1, gap=24)\n",
    "df = df.sort_index()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "2f0d0106-4885-4717-beb4-690c738c15a5",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "for train_idx, val_idx in tss.split(df):\n",
    "    break"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "9f16bc4e-fb6d-4b50-90df-85f169bd2220",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([     0,      1,      2, ..., 101524, 101525, 101526])"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train_idx"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "84ad6ab8-7403-41b2-b83b-0ae930dacb55",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([101551, 101552, 101553, ..., 110308, 110309, 110310])"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "val_idx"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "bd2b861d-8980-4c67-8f5e-06f7330c511c",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1500x1500 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axs = plt.subplots(5, 1, figsize=(15,15), sharex=True)\n",
    "fold = 0\n",
    "for train_idx, val_idx in tss.split(df):\n",
    "    train = df.iloc[train_idx]\n",
    "    test = df.iloc[val_idx]\n",
    "    train['PJME_MW'].plot(ax=axs[fold],\n",
    "                          label='Training Set',\n",
    "                          title=f'Data Train/Test Split Fold {fold}')\n",
    "    test['PJME_MW'].plot(ax=axs[fold], label='Test Set')\n",
    "    axs[fold].axvline(test.index.min(), color='black', ls='--')\n",
    "    \n",
    "    fold += 1\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7add4d1c-1227-46ec-b919-4a67352ce27a",
   "metadata": {},
   "source": [
    "3. Forecasting Horizon Explained"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "e3b6fde3-de4b-4374-a657-63c3e352ddff",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "def create_features(df):\n",
    "    '''\n",
    "    Creat time series features based on time series index.\n",
    "    '''\n",
    "    df = df.copy()\n",
    "    df['hour'] = df.index.hour\n",
    "    df['dayofweek'] = df.index.day_of_week\n",
    "    df['quarter'] = df.index.quarter\n",
    "    df['month'] = df.index.month\n",
    "    df['year'] = df.index.year\n",
    "    df['dayofyear'] = df.index.dayofyear\n",
    "    return df\n",
    "\n",
    "df = create_features(df)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9440bd38-c286-4566-823f-792f348e97b0",
   "metadata": {},
   "source": [
    "4. Lag Features"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "f3761adf-d21a-44f4-b48d-25910ff7ac08",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "target_map = df['PJME_MW'].to_dict()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "a82b8918-9aa5-44f7-8639-ce9509ce77f8",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "def add_lags(df):\n",
    "    df['lag1'] = (df.index - pd.Timedelta('364 days')).map(target_map)\n",
    "    df['lag2'] = (df.index - pd.Timedelta('728 days')).map(target_map)\n",
    "    df['lag3'] = (df.index - pd.Timedelta('1092 days')).map(target_map)\n",
    "    return df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "7bd59dda-374f-409e-9d88-a6df2c1ada86",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "df = add_lags(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "f4e3e45c-9500-4127-baca-0c8677c596b4",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>PJME_MW</th>\n",
       "      <th>hour</th>\n",
       "      <th>dayofweek</th>\n",
       "      <th>quarter</th>\n",
       "      <th>month</th>\n",
       "      <th>year</th>\n",
       "      <th>dayofyear</th>\n",
       "      <th>lag1</th>\n",
       "      <th>lag2</th>\n",
       "      <th>lag3</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Datetime</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2018-08-02 20:00:00</th>\n",
       "      <td>44057.0</td>\n",
       "      <td>20</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>8</td>\n",
       "      <td>2018</td>\n",
       "      <td>214</td>\n",
       "      <td>42256.0</td>\n",
       "      <td>41485.0</td>\n",
       "      <td>38804.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-08-02 21:00:00</th>\n",
       "      <td>43256.0</td>\n",
       "      <td>21</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>8</td>\n",
       "      <td>2018</td>\n",
       "      <td>214</td>\n",
       "      <td>41210.0</td>\n",
       "      <td>40249.0</td>\n",
       "      <td>38748.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-08-02 22:00:00</th>\n",
       "      <td>41552.0</td>\n",
       "      <td>22</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>8</td>\n",
       "      <td>2018</td>\n",
       "      <td>214</td>\n",
       "      <td>39525.0</td>\n",
       "      <td>38698.0</td>\n",
       "      <td>37330.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-08-02 23:00:00</th>\n",
       "      <td>38500.0</td>\n",
       "      <td>23</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>8</td>\n",
       "      <td>2018</td>\n",
       "      <td>214</td>\n",
       "      <td>36490.0</td>\n",
       "      <td>35406.0</td>\n",
       "      <td>34552.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-08-03 00:00:00</th>\n",
       "      <td>35486.0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>8</td>\n",
       "      <td>2018</td>\n",
       "      <td>215</td>\n",
       "      <td>33539.0</td>\n",
       "      <td>32094.0</td>\n",
       "      <td>31695.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                     PJME_MW  hour  dayofweek  quarter  month  year  \\\n",
       "Datetime                                                              \n",
       "2018-08-02 20:00:00  44057.0    20          3        3      8  2018   \n",
       "2018-08-02 21:00:00  43256.0    21          3        3      8  2018   \n",
       "2018-08-02 22:00:00  41552.0    22          3        3      8  2018   \n",
       "2018-08-02 23:00:00  38500.0    23          3        3      8  2018   \n",
       "2018-08-03 00:00:00  35486.0     0          4        3      8  2018   \n",
       "\n",
       "                     dayofyear     lag1     lag2     lag3  \n",
       "Datetime                                                   \n",
       "2018-08-02 20:00:00        214  42256.0  41485.0  38804.0  \n",
       "2018-08-02 21:00:00        214  41210.0  40249.0  38748.0  \n",
       "2018-08-02 22:00:00        214  39525.0  38698.0  37330.0  \n",
       "2018-08-02 23:00:00        214  36490.0  35406.0  34552.0  \n",
       "2018-08-03 00:00:00        215  33539.0  32094.0  31695.0  "
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.tail()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "84f181a6-bd5f-4d1b-94f3-7b6cf83ca553",
   "metadata": {},
   "source": [
    "Train Using Cross Validation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "4bfb0ffe-e297-42aa-8f71-96e70d8d219b",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/mikepi/miniconda3/lib/python3.10/site-packages/xgboost/core.py:160: UserWarning: [22:14:47] WARNING: /workspace/src/objective/regression_obj.cu:209: reg:linear is now deprecated in favor of reg:squarederror.\n",
      "  warnings.warn(smsg, UserWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[0]\tvalidation_0-rmse:32732.49608\tvalidation_1-rmse:31956.60163\n",
      "[100]\tvalidation_0-rmse:12532.64369\tvalidation_1-rmse:11906.14134\n",
      "[200]\tvalidation_0-rmse:5747.92495\tvalidation_1-rmse:5359.26490\n",
      "[300]\tvalidation_0-rmse:3872.48134\tvalidation_1-rmse:3900.86965\n",
      "[400]\tvalidation_0-rmse:3434.23853\tvalidation_1-rmse:3762.33705\n",
      "[441]\tvalidation_0-rmse:3370.76149\tvalidation_1-rmse:3764.48078\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/mikepi/miniconda3/lib/python3.10/site-packages/xgboost/core.py:160: UserWarning: [22:14:49] WARNING: /workspace/src/objective/regression_obj.cu:209: reg:linear is now deprecated in favor of reg:squarederror.\n",
      "  warnings.warn(smsg, UserWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[0]\tvalidation_0-rmse:32672.16678\tvalidation_1-rmse:32138.89241\n",
      "[100]\tvalidation_0-rmse:12513.65574\tvalidation_1-rmse:12224.93373\n",
      "[200]\tvalidation_0-rmse:5753.34937\tvalidation_1-rmse:5662.07107\n",
      "[300]\tvalidation_0-rmse:3902.71304\tvalidation_1-rmse:3933.73076\n",
      "[400]\tvalidation_0-rmse:3476.90515\tvalidation_1-rmse:3590.55005\n",
      "[500]\tvalidation_0-rmse:3353.72424\tvalidation_1-rmse:3516.39915\n",
      "[600]\tvalidation_0-rmse:3297.94766\tvalidation_1-rmse:3481.94003\n",
      "[700]\tvalidation_0-rmse:3258.48267\tvalidation_1-rmse:3461.37383\n",
      "[800]\tvalidation_0-rmse:3221.51553\tvalidation_1-rmse:3436.49603\n",
      "[900]\tvalidation_0-rmse:3190.11480\tvalidation_1-rmse:3428.88699\n",
      "[999]\tvalidation_0-rmse:3166.16314\tvalidation_1-rmse:3420.31309\n",
      "[0]\tvalidation_0-rmse:32631.20370\tvalidation_1-rmse:31073.29733\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/mikepi/miniconda3/lib/python3.10/site-packages/xgboost/core.py:160: UserWarning: [22:14:55] WARNING: /workspace/src/objective/regression_obj.cu:209: reg:linear is now deprecated in favor of reg:squarederror.\n",
      "  warnings.warn(smsg, UserWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[100]\tvalidation_0-rmse:12499.28425\tvalidation_1-rmse:11136.70202\n",
      "[200]\tvalidation_0-rmse:5750.81453\tvalidation_1-rmse:4813.22087\n",
      "[300]\tvalidation_0-rmse:3917.04200\tvalidation_1-rmse:3553.46419\n",
      "[400]\tvalidation_0-rmse:3494.55924\tvalidation_1-rmse:3495.32356\n",
      "[411]\tvalidation_0-rmse:3475.26636\tvalidation_1-rmse:3503.65414\n",
      "[0]\tvalidation_0-rmse:32528.44438\tvalidation_1-rmse:31475.39670\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/mikepi/miniconda3/lib/python3.10/site-packages/xgboost/core.py:160: UserWarning: [22:14:58] WARNING: /workspace/src/objective/regression_obj.cu:209: reg:linear is now deprecated in favor of reg:squarederror.\n",
      "  warnings.warn(smsg, UserWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[100]\tvalidation_0-rmse:12462.36581\tvalidation_1-rmse:12020.28283\n",
      "[200]\tvalidation_0-rmse:5738.57925\tvalidation_1-rmse:5796.45874\n",
      "[300]\tvalidation_0-rmse:3918.53218\tvalidation_1-rmse:4388.39477\n",
      "[400]\tvalidation_0-rmse:3501.24270\tvalidation_1-rmse:4173.36380\n",
      "[500]\tvalidation_0-rmse:3384.02490\tvalidation_1-rmse:4119.56538\n",
      "[600]\tvalidation_0-rmse:3325.50024\tvalidation_1-rmse:4105.01446\n",
      "[700]\tvalidation_0-rmse:3282.73755\tvalidation_1-rmse:4091.23557\n",
      "[800]\tvalidation_0-rmse:3250.37610\tvalidation_1-rmse:4083.12690\n",
      "[900]\tvalidation_0-rmse:3223.87814\tvalidation_1-rmse:4081.46154\n",
      "[999]\tvalidation_0-rmse:3199.82843\tvalidation_1-rmse:4052.57120\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/mikepi/miniconda3/lib/python3.10/site-packages/xgboost/core.py:160: UserWarning: [22:15:07] WARNING: /workspace/src/objective/regression_obj.cu:209: reg:linear is now deprecated in favor of reg:squarederror.\n",
      "  warnings.warn(smsg, UserWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[0]\tvalidation_0-rmse:32462.05557\tvalidation_1-rmse:31463.90500\n",
      "[100]\tvalidation_0-rmse:12445.87740\tvalidation_1-rmse:11963.42706\n",
      "[200]\tvalidation_0-rmse:5752.44568\tvalidation_1-rmse:5611.92884\n",
      "[300]\tvalidation_0-rmse:3951.51709\tvalidation_1-rmse:4156.41403\n",
      "[400]\tvalidation_0-rmse:3539.25569\tvalidation_1-rmse:4006.58873\n",
      "[439]\tvalidation_0-rmse:3480.87364\tvalidation_1-rmse:4011.68406\n"
     ]
    }
   ],
   "source": [
    "tss = TimeSeriesSplit(n_splits=5, test_size=24*365*1, gap=24)\n",
    "df = df.sort_index()\n",
    "\n",
    "\n",
    "fold = 0\n",
    "preds = []\n",
    "scores = []\n",
    "for train_idx, val_idx in tss.split(df):\n",
    "    train = df.iloc[train_idx]\n",
    "    test = df.iloc[val_idx]\n",
    "\n",
    "    train = create_features(train)\n",
    "    test = create_features(test)\n",
    "\n",
    "    FEATURES = ['dayofyear', 'hour', 'dayofweek', 'quarter', 'month','year',\n",
    "                'lag1','lag2','lag3']\n",
    "    TARGET = 'PJME_MW'\n",
    "\n",
    "    X_train = train[FEATURES]\n",
    "    y_train = train[TARGET]\n",
    "\n",
    "    X_test = test[FEATURES]\n",
    "    y_test = test[TARGET]\n",
    "\n",
    "    reg = xgb.XGBRegressor(base_score=0.5, booster='gbtree',    \n",
    "                           n_estimators=1000,\n",
    "                           early_stopping_rounds=50,\n",
    "                           objective='reg:linear',\n",
    "                           max_depth=3,\n",
    "                           learning_rate=0.01)\n",
    "    reg.fit(X_train, y_train,\n",
    "            eval_set=[(X_train, y_train), (X_test, y_test)],\n",
    "            verbose=100)\n",
    "    y_pred = reg.predict(X_test)\n",
    "    preds.append(y_pred)\n",
    "    score = np.sqrt(mean_squared_error(y_test, y_pred))\n",
    "    scores.append(score)\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "e8d71502-0fa4-483c-b149-4f604e2568f3",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Score across folds 3742.5833\n",
      "Fold scores: [3760.8277187583353, 3420.313091887879, 3478.018038580526, 4052.5712055405547, 4001.186553933809]\n"
     ]
    }
   ],
   "source": [
    "print(f'Score across folds {np.mean(scores):0.4f}')\n",
    "print(f'Fold scores: {scores}')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fbaf51d6-801b-4c5b-be92-ef7beb8974f6",
   "metadata": {},
   "source": [
    "5. Predicting the Future\n",
    "    - retraining on all data\n",
    "    - to predict the future we need an empty database for future date ranges\n",
    "    - run those dates through feature creation code + lag creation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "0ccb23c4-e286-4f16-9dc0-a1a0eb4d2c39",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[0]\tvalidation_0-rmse:32403.88991\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/mikepi/miniconda3/lib/python3.10/site-packages/xgboost/core.py:160: UserWarning: [22:22:20] WARNING: /workspace/src/objective/regression_obj.cu:209: reg:linear is now deprecated in favor of reg:squarederror.\n",
      "  warnings.warn(smsg, UserWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[100]\tvalidation_0-rmse:12426.83220\n",
      "[200]\tvalidation_0-rmse:5751.73275\n",
      "[300]\tvalidation_0-rmse:3971.53256\n",
      "[400]\tvalidation_0-rmse:3571.21833\n",
      "[499]\tvalidation_0-rmse:3456.76877\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<style>#sk-container-id-1 {\n",
       "  /* Definition of color scheme common for light and dark mode */\n",
       "  --sklearn-color-text: black;\n",
       "  --sklearn-color-line: gray;\n",
       "  /* Definition of color scheme for unfitted estimators */\n",
       "  --sklearn-color-unfitted-level-0: #fff5e6;\n",
       "  --sklearn-color-unfitted-level-1: #f6e4d2;\n",
       "  --sklearn-color-unfitted-level-2: #ffe0b3;\n",
       "  --sklearn-color-unfitted-level-3: chocolate;\n",
       "  /* Definition of color scheme for fitted estimators */\n",
       "  --sklearn-color-fitted-level-0: #f0f8ff;\n",
       "  --sklearn-color-fitted-level-1: #d4ebff;\n",
       "  --sklearn-color-fitted-level-2: #b3dbfd;\n",
       "  --sklearn-color-fitted-level-3: cornflowerblue;\n",
       "\n",
       "  /* Specific color for light theme */\n",
       "  --sklearn-color-text-on-default-background: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, black)));\n",
       "  --sklearn-color-background: var(--sg-background-color, var(--theme-background, var(--jp-layout-color0, white)));\n",
       "  --sklearn-color-border-box: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, black)));\n",
       "  --sklearn-color-icon: #696969;\n",
       "\n",
       "  @media (prefers-color-scheme: dark) {\n",
       "    /* Redefinition of color scheme for dark theme */\n",
       "    --sklearn-color-text-on-default-background: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, white)));\n",
       "    --sklearn-color-background: var(--sg-background-color, var(--theme-background, var(--jp-layout-color0, #111)));\n",
       "    --sklearn-color-border-box: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, white)));\n",
       "    --sklearn-color-icon: #878787;\n",
       "  }\n",
       "}\n",
       "\n",
       "#sk-container-id-1 {\n",
       "  color: var(--sklearn-color-text);\n",
       "}\n",
       "\n",
       "#sk-container-id-1 pre {\n",
       "  padding: 0;\n",
       "}\n",
       "\n",
       "#sk-container-id-1 input.sk-hidden--visually {\n",
       "  border: 0;\n",
       "  clip: rect(1px 1px 1px 1px);\n",
       "  clip: rect(1px, 1px, 1px, 1px);\n",
       "  height: 1px;\n",
       "  margin: -1px;\n",
       "  overflow: hidden;\n",
       "  padding: 0;\n",
       "  position: absolute;\n",
       "  width: 1px;\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-dashed-wrapped {\n",
       "  border: 1px dashed var(--sklearn-color-line);\n",
       "  margin: 0 0.4em 0.5em 0.4em;\n",
       "  box-sizing: border-box;\n",
       "  padding-bottom: 0.4em;\n",
       "  background-color: var(--sklearn-color-background);\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-container {\n",
       "  /* jupyter's `normalize.less` sets `[hidden] { display: none; }`\n",
       "     but bootstrap.min.css set `[hidden] { display: none !important; }`\n",
       "     so we also need the `!important` here to be able to override the\n",
       "     default hidden behavior on the sphinx rendered scikit-learn.org.\n",
       "     See: https://github.com/scikit-learn/scikit-learn/issues/21755 */\n",
       "  display: inline-block !important;\n",
       "  position: relative;\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-text-repr-fallback {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       "div.sk-parallel-item,\n",
       "div.sk-serial,\n",
       "div.sk-item {\n",
       "  /* draw centered vertical line to link estimators */\n",
       "  background-image: linear-gradient(var(--sklearn-color-text-on-default-background), var(--sklearn-color-text-on-default-background));\n",
       "  background-size: 2px 100%;\n",
       "  background-repeat: no-repeat;\n",
       "  background-position: center center;\n",
       "}\n",
       "\n",
       "/* Parallel-specific style estimator block */\n",
       "\n",
       "#sk-container-id-1 div.sk-parallel-item::after {\n",
       "  content: \"\";\n",
       "  width: 100%;\n",
       "  border-bottom: 2px solid var(--sklearn-color-text-on-default-background);\n",
       "  flex-grow: 1;\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-parallel {\n",
       "  display: flex;\n",
       "  align-items: stretch;\n",
       "  justify-content: center;\n",
       "  background-color: var(--sklearn-color-background);\n",
       "  position: relative;\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-parallel-item {\n",
       "  display: flex;\n",
       "  flex-direction: column;\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-parallel-item:first-child::after {\n",
       "  align-self: flex-end;\n",
       "  width: 50%;\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-parallel-item:last-child::after {\n",
       "  align-self: flex-start;\n",
       "  width: 50%;\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-parallel-item:only-child::after {\n",
       "  width: 0;\n",
       "}\n",
       "\n",
       "/* Serial-specific style estimator block */\n",
       "\n",
       "#sk-container-id-1 div.sk-serial {\n",
       "  display: flex;\n",
       "  flex-direction: column;\n",
       "  align-items: center;\n",
       "  background-color: var(--sklearn-color-background);\n",
       "  padding-right: 1em;\n",
       "  padding-left: 1em;\n",
       "}\n",
       "\n",
       "\n",
       "/* Toggleable style: style used for estimator/Pipeline/ColumnTransformer box that is\n",
       "clickable and can be expanded/collapsed.\n",
       "- Pipeline and ColumnTransformer use this feature and define the default style\n",
       "- Estimators will overwrite some part of the style using the `sk-estimator` class\n",
       "*/\n",
       "\n",
       "/* Pipeline and ColumnTransformer style (default) */\n",
       "\n",
       "#sk-container-id-1 div.sk-toggleable {\n",
       "  /* Default theme specific background. It is overwritten whether we have a\n",
       "  specific estimator or a Pipeline/ColumnTransformer */\n",
       "  background-color: var(--sklearn-color-background);\n",
       "}\n",
       "\n",
       "/* Toggleable label */\n",
       "#sk-container-id-1 label.sk-toggleable__label {\n",
       "  cursor: pointer;\n",
       "  display: block;\n",
       "  width: 100%;\n",
       "  margin-bottom: 0;\n",
       "  padding: 0.5em;\n",
       "  box-sizing: border-box;\n",
       "  text-align: center;\n",
       "}\n",
       "\n",
       "#sk-container-id-1 label.sk-toggleable__label-arrow:before {\n",
       "  /* Arrow on the left of the label */\n",
       "  content: \"▸\";\n",
       "  float: left;\n",
       "  margin-right: 0.25em;\n",
       "  color: var(--sklearn-color-icon);\n",
       "}\n",
       "\n",
       "#sk-container-id-1 label.sk-toggleable__label-arrow:hover:before {\n",
       "  color: var(--sklearn-color-text);\n",
       "}\n",
       "\n",
       "/* Toggleable content - dropdown */\n",
       "\n",
       "#sk-container-id-1 div.sk-toggleable__content {\n",
       "  max-height: 0;\n",
       "  max-width: 0;\n",
       "  overflow: hidden;\n",
       "  text-align: left;\n",
       "  /* unfitted */\n",
       "  background-color: var(--sklearn-color-unfitted-level-0);\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-toggleable__content.fitted {\n",
       "  /* fitted */\n",
       "  background-color: var(--sklearn-color-fitted-level-0);\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-toggleable__content pre {\n",
       "  margin: 0.2em;\n",
       "  border-radius: 0.25em;\n",
       "  color: var(--sklearn-color-text);\n",
       "  /* unfitted */\n",
       "  background-color: var(--sklearn-color-unfitted-level-0);\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-toggleable__content.fitted pre {\n",
       "  /* unfitted */\n",
       "  background-color: var(--sklearn-color-fitted-level-0);\n",
       "}\n",
       "\n",
       "#sk-container-id-1 input.sk-toggleable__control:checked~div.sk-toggleable__content {\n",
       "  /* Expand drop-down */\n",
       "  max-height: 200px;\n",
       "  max-width: 100%;\n",
       "  overflow: auto;\n",
       "}\n",
       "\n",
       "#sk-container-id-1 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {\n",
       "  content: \"▾\";\n",
       "}\n",
       "\n",
       "/* Pipeline/ColumnTransformer-specific style */\n",
       "\n",
       "#sk-container-id-1 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
       "  color: var(--sklearn-color-text);\n",
       "  background-color: var(--sklearn-color-unfitted-level-2);\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-label.fitted input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
       "  background-color: var(--sklearn-color-fitted-level-2);\n",
       "}\n",
       "\n",
       "/* Estimator-specific style */\n",
       "\n",
       "/* Colorize estimator box */\n",
       "#sk-container-id-1 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
       "  /* unfitted */\n",
       "  background-color: var(--sklearn-color-unfitted-level-2);\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-estimator.fitted input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
       "  /* fitted */\n",
       "  background-color: var(--sklearn-color-fitted-level-2);\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-label label.sk-toggleable__label,\n",
       "#sk-container-id-1 div.sk-label label {\n",
       "  /* The background is the default theme color */\n",
       "  color: var(--sklearn-color-text-on-default-background);\n",
       "}\n",
       "\n",
       "/* On hover, darken the color of the background */\n",
       "#sk-container-id-1 div.sk-label:hover label.sk-toggleable__label {\n",
       "  color: var(--sklearn-color-text);\n",
       "  background-color: var(--sklearn-color-unfitted-level-2);\n",
       "}\n",
       "\n",
       "/* Label box, darken color on hover, fitted */\n",
       "#sk-container-id-1 div.sk-label.fitted:hover label.sk-toggleable__label.fitted {\n",
       "  color: var(--sklearn-color-text);\n",
       "  background-color: var(--sklearn-color-fitted-level-2);\n",
       "}\n",
       "\n",
       "/* Estimator label */\n",
       "\n",
       "#sk-container-id-1 div.sk-label label {\n",
       "  font-family: monospace;\n",
       "  font-weight: bold;\n",
       "  display: inline-block;\n",
       "  line-height: 1.2em;\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-label-container {\n",
       "  text-align: center;\n",
       "}\n",
       "\n",
       "/* Estimator-specific */\n",
       "#sk-container-id-1 div.sk-estimator {\n",
       "  font-family: monospace;\n",
       "  border: 1px dotted var(--sklearn-color-border-box);\n",
       "  border-radius: 0.25em;\n",
       "  box-sizing: border-box;\n",
       "  margin-bottom: 0.5em;\n",
       "  /* unfitted */\n",
       "  background-color: var(--sklearn-color-unfitted-level-0);\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-estimator.fitted {\n",
       "  /* fitted */\n",
       "  background-color: var(--sklearn-color-fitted-level-0);\n",
       "}\n",
       "\n",
       "/* on hover */\n",
       "#sk-container-id-1 div.sk-estimator:hover {\n",
       "  /* unfitted */\n",
       "  background-color: var(--sklearn-color-unfitted-level-2);\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-estimator.fitted:hover {\n",
       "  /* fitted */\n",
       "  background-color: var(--sklearn-color-fitted-level-2);\n",
       "}\n",
       "\n",
       "/* Specification for estimator info (e.g. \"i\" and \"?\") */\n",
       "\n",
       "/* Common style for \"i\" and \"?\" */\n",
       "\n",
       ".sk-estimator-doc-link,\n",
       "a:link.sk-estimator-doc-link,\n",
       "a:visited.sk-estimator-doc-link {\n",
       "  float: right;\n",
       "  font-size: smaller;\n",
       "  line-height: 1em;\n",
       "  font-family: monospace;\n",
       "  background-color: var(--sklearn-color-background);\n",
       "  border-radius: 1em;\n",
       "  height: 1em;\n",
       "  width: 1em;\n",
       "  text-decoration: none !important;\n",
       "  margin-left: 1ex;\n",
       "  /* unfitted */\n",
       "  border: var(--sklearn-color-unfitted-level-1) 1pt solid;\n",
       "  color: var(--sklearn-color-unfitted-level-1);\n",
       "}\n",
       "\n",
       ".sk-estimator-doc-link.fitted,\n",
       "a:link.sk-estimator-doc-link.fitted,\n",
       "a:visited.sk-estimator-doc-link.fitted {\n",
       "  /* fitted */\n",
       "  border: var(--sklearn-color-fitted-level-1) 1pt solid;\n",
       "  color: var(--sklearn-color-fitted-level-1);\n",
       "}\n",
       "\n",
       "/* On hover */\n",
       "div.sk-estimator:hover .sk-estimator-doc-link:hover,\n",
       ".sk-estimator-doc-link:hover,\n",
       "div.sk-label-container:hover .sk-estimator-doc-link:hover,\n",
       ".sk-estimator-doc-link:hover {\n",
       "  /* unfitted */\n",
       "  background-color: var(--sklearn-color-unfitted-level-3);\n",
       "  color: var(--sklearn-color-background);\n",
       "  text-decoration: none;\n",
       "}\n",
       "\n",
       "div.sk-estimator.fitted:hover .sk-estimator-doc-link.fitted:hover,\n",
       ".sk-estimator-doc-link.fitted:hover,\n",
       "div.sk-label-container:hover .sk-estimator-doc-link.fitted:hover,\n",
       ".sk-estimator-doc-link.fitted:hover {\n",
       "  /* fitted */\n",
       "  background-color: var(--sklearn-color-fitted-level-3);\n",
       "  color: var(--sklearn-color-background);\n",
       "  text-decoration: none;\n",
       "}\n",
       "\n",
       "/* Span, style for the box shown on hovering the info icon */\n",
       ".sk-estimator-doc-link span {\n",
       "  display: none;\n",
       "  z-index: 9999;\n",
       "  position: relative;\n",
       "  font-weight: normal;\n",
       "  right: .2ex;\n",
       "  padding: .5ex;\n",
       "  margin: .5ex;\n",
       "  width: min-content;\n",
       "  min-width: 20ex;\n",
       "  max-width: 50ex;\n",
       "  color: var(--sklearn-color-text);\n",
       "  box-shadow: 2pt 2pt 4pt #999;\n",
       "  /* unfitted */\n",
       "  background: var(--sklearn-color-unfitted-level-0);\n",
       "  border: .5pt solid var(--sklearn-color-unfitted-level-3);\n",
       "}\n",
       "\n",
       ".sk-estimator-doc-link.fitted span {\n",
       "  /* fitted */\n",
       "  background: var(--sklearn-color-fitted-level-0);\n",
       "  border: var(--sklearn-color-fitted-level-3);\n",
       "}\n",
       "\n",
       ".sk-estimator-doc-link:hover span {\n",
       "  display: block;\n",
       "}\n",
       "\n",
       "/* \"?\"-specific style due to the `<a>` HTML tag */\n",
       "\n",
       "#sk-container-id-1 a.estimator_doc_link {\n",
       "  float: right;\n",
       "  font-size: 1rem;\n",
       "  line-height: 1em;\n",
       "  font-family: monospace;\n",
       "  background-color: var(--sklearn-color-background);\n",
       "  border-radius: 1rem;\n",
       "  height: 1rem;\n",
       "  width: 1rem;\n",
       "  text-decoration: none;\n",
       "  /* unfitted */\n",
       "  color: var(--sklearn-color-unfitted-level-1);\n",
       "  border: var(--sklearn-color-unfitted-level-1) 1pt solid;\n",
       "}\n",
       "\n",
       "#sk-container-id-1 a.estimator_doc_link.fitted {\n",
       "  /* fitted */\n",
       "  border: var(--sklearn-color-fitted-level-1) 1pt solid;\n",
       "  color: var(--sklearn-color-fitted-level-1);\n",
       "}\n",
       "\n",
       "/* On hover */\n",
       "#sk-container-id-1 a.estimator_doc_link:hover {\n",
       "  /* unfitted */\n",
       "  background-color: var(--sklearn-color-unfitted-level-3);\n",
       "  color: var(--sklearn-color-background);\n",
       "  text-decoration: none;\n",
       "}\n",
       "\n",
       "#sk-container-id-1 a.estimator_doc_link.fitted:hover {\n",
       "  /* fitted */\n",
       "  background-color: var(--sklearn-color-fitted-level-3);\n",
       "}\n",
       "</style><div id=\"sk-container-id-1\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>XGBRegressor(base_score=0.5, booster=&#x27;gbtree&#x27;, callbacks=None,\n",
       "             colsample_bylevel=None, colsample_bynode=None,\n",
       "             colsample_bytree=None, device=None, early_stopping_rounds=None,\n",
       "             enable_categorical=False, eval_metric=None, feature_types=None,\n",
       "             gamma=None, grow_policy=None, importance_type=None,\n",
       "             interaction_constraints=None, learning_rate=0.01, max_bin=None,\n",
       "             max_cat_threshold=None, max_cat_to_onehot=None,\n",
       "             max_delta_step=None, max_depth=3, max_leaves=None,\n",
       "             min_child_weight=None, missing=nan, monotone_constraints=None,\n",
       "             multi_strategy=None, n_estimators=500, n_jobs=None,\n",
       "             num_parallel_tree=None, objective=&#x27;reg:linear&#x27;, ...)</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item\"><div class=\"sk-estimator fitted sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-1\" type=\"checkbox\" checked><label for=\"sk-estimator-id-1\" class=\"sk-toggleable__label fitted sk-toggleable__label-arrow fitted\">&nbsp;XGBRegressor<span class=\"sk-estimator-doc-link fitted\">i<span>Fitted</span></span></label><div class=\"sk-toggleable__content fitted\"><pre>XGBRegressor(base_score=0.5, booster=&#x27;gbtree&#x27;, callbacks=None,\n",
       "             colsample_bylevel=None, colsample_bynode=None,\n",
       "             colsample_bytree=None, device=None, early_stopping_rounds=None,\n",
       "             enable_categorical=False, eval_metric=None, feature_types=None,\n",
       "             gamma=None, grow_policy=None, importance_type=None,\n",
       "             interaction_constraints=None, learning_rate=0.01, max_bin=None,\n",
       "             max_cat_threshold=None, max_cat_to_onehot=None,\n",
       "             max_delta_step=None, max_depth=3, max_leaves=None,\n",
       "             min_child_weight=None, missing=nan, monotone_constraints=None,\n",
       "             multi_strategy=None, n_estimators=500, n_jobs=None,\n",
       "             num_parallel_tree=None, objective=&#x27;reg:linear&#x27;, ...)</pre></div> </div></div></div></div>"
      ],
      "text/plain": [
       "XGBRegressor(base_score=0.5, booster='gbtree', callbacks=None,\n",
       "             colsample_bylevel=None, colsample_bynode=None,\n",
       "             colsample_bytree=None, device=None, early_stopping_rounds=None,\n",
       "             enable_categorical=False, eval_metric=None, feature_types=None,\n",
       "             gamma=None, grow_policy=None, importance_type=None,\n",
       "             interaction_constraints=None, learning_rate=0.01, max_bin=None,\n",
       "             max_cat_threshold=None, max_cat_to_onehot=None,\n",
       "             max_delta_step=None, max_depth=3, max_leaves=None,\n",
       "             min_child_weight=None, missing=nan, monotone_constraints=None,\n",
       "             multi_strategy=None, n_estimators=500, n_jobs=None,\n",
       "             num_parallel_tree=None, objective='reg:linear', ...)"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Retrain on all data\n",
    "df = create_features(df)\n",
    "\n",
    "FEATURES = ['dayofyear', 'hour', 'dayofweek', 'quarter', 'month', 'year',\n",
    "            'lag1','lag2','lag3']\n",
    "TARGET = 'PJME_MW'\n",
    "\n",
    "X_all = df[FEATURES]\n",
    "y_all = df[TARGET]\n",
    "\n",
    "reg = xgb.XGBRegressor(base_score=0.5,\n",
    "                       booster='gbtree',    \n",
    "                       n_estimators=500,\n",
    "                       objective='reg:linear',\n",
    "                       max_depth=3,\n",
    "                       learning_rate=0.01)\n",
    "reg.fit(X_all, y_all,\n",
    "        eval_set=[(X_all, y_all)],\n",
    "        verbose=100)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "e8b420d9-aef3-4a60-8938-71d9354255f6",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Timestamp('2018-08-03 00:00:00')"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.index.max()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "d16978fa-024c-4f19-b5cd-580e493b607a",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "# Create future dataframe\n",
    "future = pd.date_range('2018-08-03', '2019-08-01', freq='1h')\n",
    "future_df = pd.DataFrame(index=future)\n",
    "future_df['isFuture'] = True\n",
    "df['isFuture'] = False\n",
    "df_and_future = pd.concat([df, future_df])\n",
    "df_and_future = create_features(df_and_future)\n",
    "df_and_future = add_lags(df_and_future)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "c2ac748c-af05-4b7c-9cae-9aab28019e73",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "future_w_features = df_and_future.query('isFuture').copy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "id": "e7d5906f-77e6-4694-a887-5d0d7f042733",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>PJME_MW</th>\n",
       "      <th>hour</th>\n",
       "      <th>dayofweek</th>\n",
       "      <th>quarter</th>\n",
       "      <th>month</th>\n",
       "      <th>year</th>\n",
       "      <th>dayofyear</th>\n",
       "      <th>lag1</th>\n",
       "      <th>lag2</th>\n",
       "      <th>lag3</th>\n",
       "      <th>isFuture</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2018-08-03 00:00:00</th>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>8</td>\n",
       "      <td>2018</td>\n",
       "      <td>215</td>\n",
       "      <td>33539.0</td>\n",
       "      <td>32094.0</td>\n",
       "      <td>31695.0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-08-03 01:00:00</th>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>8</td>\n",
       "      <td>2018</td>\n",
       "      <td>215</td>\n",
       "      <td>30781.0</td>\n",
       "      <td>29503.0</td>\n",
       "      <td>29128.0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-08-03 02:00:00</th>\n",
       "      <td>NaN</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>8</td>\n",
       "      <td>2018</td>\n",
       "      <td>215</td>\n",
       "      <td>29015.0</td>\n",
       "      <td>27712.0</td>\n",
       "      <td>27373.0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-08-03 03:00:00</th>\n",
       "      <td>NaN</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>8</td>\n",
       "      <td>2018</td>\n",
       "      <td>215</td>\n",
       "      <td>27884.0</td>\n",
       "      <td>26535.0</td>\n",
       "      <td>26233.0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-08-03 04:00:00</th>\n",
       "      <td>NaN</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>8</td>\n",
       "      <td>2018</td>\n",
       "      <td>215</td>\n",
       "      <td>27223.0</td>\n",
       "      <td>25870.0</td>\n",
       "      <td>25643.0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-07-31 20:00:00</th>\n",
       "      <td>NaN</td>\n",
       "      <td>20</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>7</td>\n",
       "      <td>2019</td>\n",
       "      <td>212</td>\n",
       "      <td>46912.0</td>\n",
       "      <td>39352.0</td>\n",
       "      <td>40243.0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-07-31 21:00:00</th>\n",
       "      <td>NaN</td>\n",
       "      <td>21</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>7</td>\n",
       "      <td>2019</td>\n",
       "      <td>212</td>\n",
       "      <td>45985.0</td>\n",
       "      <td>38699.0</td>\n",
       "      <td>39183.0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-07-31 22:00:00</th>\n",
       "      <td>NaN</td>\n",
       "      <td>22</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>7</td>\n",
       "      <td>2019</td>\n",
       "      <td>212</td>\n",
       "      <td>44094.0</td>\n",
       "      <td>37346.0</td>\n",
       "      <td>37759.0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-07-31 23:00:00</th>\n",
       "      <td>NaN</td>\n",
       "      <td>23</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>7</td>\n",
       "      <td>2019</td>\n",
       "      <td>212</td>\n",
       "      <td>40666.0</td>\n",
       "      <td>34555.0</td>\n",
       "      <td>34641.0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-08-01 00:00:00</th>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>8</td>\n",
       "      <td>2019</td>\n",
       "      <td>213</td>\n",
       "      <td>37158.0</td>\n",
       "      <td>31646.0</td>\n",
       "      <td>31470.0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>8713 rows × 11 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                     PJME_MW  hour  dayofweek  quarter  month  year  \\\n",
       "2018-08-03 00:00:00      NaN     0          4        3      8  2018   \n",
       "2018-08-03 01:00:00      NaN     1          4        3      8  2018   \n",
       "2018-08-03 02:00:00      NaN     2          4        3      8  2018   \n",
       "2018-08-03 03:00:00      NaN     3          4        3      8  2018   \n",
       "2018-08-03 04:00:00      NaN     4          4        3      8  2018   \n",
       "...                      ...   ...        ...      ...    ...   ...   \n",
       "2019-07-31 20:00:00      NaN    20          2        3      7  2019   \n",
       "2019-07-31 21:00:00      NaN    21          2        3      7  2019   \n",
       "2019-07-31 22:00:00      NaN    22          2        3      7  2019   \n",
       "2019-07-31 23:00:00      NaN    23          2        3      7  2019   \n",
       "2019-08-01 00:00:00      NaN     0          3        3      8  2019   \n",
       "\n",
       "                     dayofyear     lag1     lag2     lag3  isFuture  \n",
       "2018-08-03 00:00:00        215  33539.0  32094.0  31695.0      True  \n",
       "2018-08-03 01:00:00        215  30781.0  29503.0  29128.0      True  \n",
       "2018-08-03 02:00:00        215  29015.0  27712.0  27373.0      True  \n",
       "2018-08-03 03:00:00        215  27884.0  26535.0  26233.0      True  \n",
       "2018-08-03 04:00:00        215  27223.0  25870.0  25643.0      True  \n",
       "...                        ...      ...      ...      ...       ...  \n",
       "2019-07-31 20:00:00        212  46912.0  39352.0  40243.0      True  \n",
       "2019-07-31 21:00:00        212  45985.0  38699.0  39183.0      True  \n",
       "2019-07-31 22:00:00        212  44094.0  37346.0  37759.0      True  \n",
       "2019-07-31 23:00:00        212  40666.0  34555.0  34641.0      True  \n",
       "2019-08-01 00:00:00        213  37158.0  31646.0  31470.0      True  \n",
       "\n",
       "[8713 rows x 11 columns]"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "future_w_features"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1d7f2a1b-35de-4256-b2a8-de3835bd29a6",
   "metadata": {},
   "source": [
    "6. Predict the future"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "id": "6b33ad3e-f51f-4ea3-b5b4-ccbb21cbad7a",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "future_w_features['pred'] = reg.predict(future_w_features[FEATURES])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "id": "8a3ff8cb-987c-47cd-827f-68fab3b38364",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "future_w_features['pred'].plot(figsize=(10, 5),\n",
    "                               color=color_pal[4],\n",
    "                               ms=1,\n",
    "                               lw=1,\n",
    "                               title='Future Predictions')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "09a4987e-ff17-472f-b307-8e79de8e8182",
   "metadata": {},
   "source": [
    "7. Saving Model for Later"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "id": "b5a861a9-bb6a-4c82-ae13-8e49de5c6b6d",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "reg.save_model('model.json')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "id": "133caa50-8176-4765-91f4-2c7da802732e",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "reg_new = xgb.XGBRegressor()\n",
    "reg_new.load_model('model.json')\n",
    "future_w_features['pred'] = reg.predict(future_w_features[FEATURES])\n",
    "future_w_features['pred'].plot(figsize=(10, 5),\n",
    "                               color=color_pal[4],\n",
    "                               ms=1,\n",
    "                               lw=1,\n",
    "                               title='Future Predictions')\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "a3845734-f1bc-4a61-b68d-32bdc565ae56",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.10"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
